Foundation Models

Continual Learning of Large Language Models EMNLP 2025 CONTRANS: Weak-to-Strong Alignment Engineering via Concept Transplantation COLING 2025 Contrastive Decoding for Synthetic Data Generation in Low-Resource Language Modeling EMNLP 2025 Controllable Protein Sequence Generation with LLM Preference Optimization AAAI 2025 Controlled LLM Decoding via Discrete Auto-regressive Biasing ICLR 2025 ControlMed: Adding Reasoning Control to Medical Language Model IJCNLP 2025 Conv-Basis: A New Paradigm for Efficient Attention Inference and Gradient Computation in Transformers EMNLP 2025 Converging to a Lingua Franca: Evolution of Linguistic Regions and Semantics Alignment in Multilingual Large Language Models COLING 2025 CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization NAACL 2025 CoRA: Collaborative Information Perception by Large Language Model’s Weights for Recommendation AAAI 2025 CoRAG: Enhancing Hybrid Retrieval-Augmented Generation through a Cooperative Retriever Architecture EMNLP 2025 CoralSRT: Revisiting Coral Reef Semantic Segmentation by Feature Rectification via Self-supervised Guidance ICCV 2025 Correcting Negative Bias in Large Language Models through Negative Attention Score Alignment NAACL 2025 Correlated Errors in Large Language Models ICML 2025 Correlation and Navigation in the Vocabulary Key Representation Space of Language Models ICLR 2025 CortexDebate: Debating Sparsely and Equally for Multi-Agent Debate ACL 2025 Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning ICCV 2025 Cost-Optimal Grouped-Query Attention for Long-Context Modeling EMNLP 2025 CoT-based Synthesizer: Enhancing LLM Performance through Answer Synthesis ACL 2025 CoT-ICL Lab: A Synthetic Framework for Studying Chain-of-Thought Learning from In-Context Demonstrations ACL 2025 CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025 CoT-VTM: Visual-to-Music Generation with Chain-of-Thought Reasoning ACL 2025 Courtroom-LLM: A Legal-Inspired Multi-LLM Framework for Resolving Ambiguous Text Classifications COLING 2025 CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology CVPR 2025 CP-DETR: Concept Prompt Guide DETR Toward Stronger Universal Object Detection AAAI 2025